Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	8760
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.8 MiB
Average record size in memory	336.8 B

Variable types

Categorical	3
Numeric	10
Boolean	1

Alerts

`Date` has a high cardinality: 365 distinct values	High cardinality
`Rented Bike Count` is highly overall correlated with `Temperature(�C)`	High correlation
`Temperature(�C)` is highly overall correlated with `Rented Bike Count` and 2 other fields	High correlation
`Humidity(%)` is highly overall correlated with `Dew point temperature(�C)`	High correlation
`Dew point temperature(�C)` is highly overall correlated with `Temperature(�C)` and 2 other fields	High correlation
`Seasons` is highly overall correlated with `Temperature(�C)` and 1 other fields	High correlation
`Holiday` is highly imbalanced (71.7%)	Imbalance
`Functioning Day` is highly imbalanced (78.7%)	Imbalance
`Date` is uniformly distributed	Uniform
`Rented Bike Count` has 295 (3.4%) zeros	Zeros
`Hour` has 365 (4.2%) zeros	Zeros
`Solar Radiation (MJ/m2)` has 4300 (49.1%) zeros	Zeros
`Rainfall(mm)` has 8232 (94.0%) zeros	Zeros
`Snowfall (cm)` has 8317 (94.9%) zeros	Zeros

Reproduction

Analysis started	2023-06-28 17:09:16.132774
Analysis finished	2023-06-28 17:09:49.708490
Duration	33.58 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Date
Categorical

HIGH CARDINALITY UNIFORM

Distinct	365
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	573.3 KiB

01/12/2017	24
09/08/2018	24
07/08/2018	24
06/08/2018	24
05/08/2018	24
Other values (360)	8640

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	87600
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	01/12/2017
2nd row	01/12/2017
3rd row	01/12/2017
4th row	01/12/2017
5th row	01/12/2017

Common Values

Value	Count	Frequency (%)
01/12/2017	24	0.3%
09/08/2018	24	0.3%
07/08/2018	24	0.3%
06/08/2018	24	0.3%
05/08/2018	24	0.3%
04/08/2018	24	0.3%
03/08/2018	24	0.3%
02/08/2018	24	0.3%
01/08/2018	24	0.3%
31/07/2018	24	0.3%
Other values (355)	8520	97.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
01/12/2017	24	0.3%
24/12/2017	24	0.3%
03/12/2017	24	0.3%
04/12/2017	24	0.3%
05/12/2017	24	0.3%
06/12/2017	24	0.3%
07/12/2017	24	0.3%
08/12/2017	24	0.3%
09/12/2017	24	0.3%
10/12/2017	24	0.3%
Other values (355)	8520	97.3%

Most occurring characters

Value	Count	Frequency (%)
0	19488	22.2%
/	17520	20.0%
1	16344	18.7%
2	13896	15.9%
8	9624	11.0%
7	2352	2.7%
3	2040	2.3%
5	1608	1.8%
6	1584	1.8%
4	1584	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70080	80.0%
Other Punctuation	17520	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19488	27.8%
1	16344	23.3%
2	13896	19.8%
8	9624	13.7%
7	2352	3.4%
3	2040	2.9%
5	1608	2.3%
6	1584	2.3%
4	1584	2.3%
9	1560	2.2%

Other Punctuation

Value	Count	Frequency (%)
/	17520	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	87600	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19488	22.2%
/	17520	20.0%
1	16344	18.7%
2	13896	15.9%
8	9624	11.0%
7	2352	2.7%
3	2040	2.3%
5	1608	1.8%
6	1584	1.8%
4	1584	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	87600	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19488	22.2%
/	17520	20.0%
1	16344	18.7%
2	13896	15.9%
8	9624	11.0%
7	2352	2.7%
3	2040	2.3%
5	1608	1.8%
6	1584	1.8%
4	1584	1.8%

Rented Bike Count
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2166
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	704.60205

Minimum	0
Maximum	3556
Zeros	295
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	22
Q1	191
median	504.5
Q3	1065.25
95-th percentile	2043
Maximum	3556
Range	3556
Interquartile range (IQR)	874.25

Descriptive statistics

Standard deviation	644.99747
Coefficient of variation (CV)	0.91540674
Kurtosis	0.85338699
Mean	704.60205
Median Absolute Deviation (MAD)	373.5
Skewness	1.1534282
Sum	6172314
Variance	416021.73
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	295	3.4%
122	19	0.2%
223	19	0.2%
262	19	0.2%
165	18	0.2%
103	18	0.2%
189	18	0.2%
178	17	0.2%
170	17	0.2%
71	17	0.2%
Other values (2156)	8303	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	295	3.4%
2	3	< 0.1%
3	2	< 0.1%
4	5	0.1%
5	3	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	7	0.1%
9	12	0.1%
10	7	0.1%

Value	Count	Frequency (%)
3556	1	< 0.1%
3418	1	< 0.1%
3404	1	< 0.1%
3384	1	< 0.1%
3380	1	< 0.1%
3365	1	< 0.1%
3309	1	< 0.1%
3298	1	< 0.1%
3277	1	< 0.1%
3256	1	< 0.1%

Hour
Real number (ℝ)

Distinct	24
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.5

Minimum	0
Maximum	23
Zeros	365
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.9225817
Coefficient of variation (CV)	0.60196363
Kurtosis	-1.2041763
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	100740
Variance	47.922137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	365	4.2%
1	365	4.2%
22	365	4.2%
21	365	4.2%
20	365	4.2%
19	365	4.2%
18	365	4.2%
17	365	4.2%
16	365	4.2%
15	365	4.2%
Other values (14)	5110	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	365	4.2%
1	365	4.2%
2	365	4.2%
3	365	4.2%
4	365	4.2%
5	365	4.2%
6	365	4.2%
7	365	4.2%
8	365	4.2%
9	365	4.2%

Value	Count	Frequency (%)
23	365	4.2%
22	365	4.2%
21	365	4.2%
20	365	4.2%
19	365	4.2%
18	365	4.2%
17	365	4.2%
16	365	4.2%
15	365	4.2%
14	365	4.2%

Temperature(�C)
Real number (ℝ)

Distinct	546
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.882922

Minimum	-17.8
Maximum	39.4
Zeros	21
Zeros (%)	0.2%
Negative	1433
Negative (%)	16.4%
Memory size	68.6 KiB

Quantile statistics

Minimum	-17.8
5-th percentile	-7.1
Q1	3.5
median	13.7
Q3	22.5
95-th percentile	30.7
Maximum	39.4
Range	57.2
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.944825
Coefficient of variation (CV)	0.92718289
Kurtosis	-0.83778629
Mean	12.882922
Median Absolute Deviation (MAD)	9.4
Skewness	-0.19832553
Sum	112854.4
Variance	142.67885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.1	40	0.5%
20.5	40	0.5%
23.4	39	0.4%
7.6	38	0.4%
20.7	38	0.4%
24.2	37	0.4%
20.2	35	0.4%
19.4	34	0.4%
19	34	0.4%
18.8	33	0.4%
Other values (536)	8392	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.8	1	< 0.1%
-17.5	2	< 0.1%
-17.4	1	< 0.1%
-16.9	1	< 0.1%
-16.5	1	< 0.1%
-16.4	2	< 0.1%
-16.2	3	< 0.1%
-16.1	2	< 0.1%
-16	2	< 0.1%
-15.9	5	0.1%

Value	Count	Frequency (%)
39.4	1	< 0.1%
39.3	1	< 0.1%
39	1	< 0.1%
38.7	1	< 0.1%
38	1	< 0.1%
37.9	2	< 0.1%
37.8	3	< 0.1%
37.6	1	< 0.1%
37.5	1	< 0.1%
37.4	6	0.1%

Humidity(%)
Real number (ℝ)

Distinct	90
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.226256

Minimum	0
Maximum	98
Zeros	17
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	27
Q1	42
median	57
Q3	74
95-th percentile	94
Maximum	98
Range	98
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	20.362413
Coefficient of variation (CV)	0.34971188
Kurtosis	-0.80355919
Mean	58.226256
Median Absolute Deviation (MAD)	16
Skewness	0.059578973
Sum	510062
Variance	414.62788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	173	2.0%
97	173	2.0%
43	164	1.9%
57	159	1.8%
56	157	1.8%
47	156	1.8%
51	155	1.8%
63	153	1.7%
54	151	1.7%
52	150	1.7%
Other values (80)	7169	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	0.2%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	3	< 0.1%
14	16	0.2%
15	17	0.2%
16	15	0.2%
17	21	0.2%
18	15	0.2%

Value	Count	Frequency (%)
98	50	0.6%
97	173	2.0%
96	111	1.3%
95	68	0.8%
94	54	0.6%
93	38	0.4%
92	27	0.3%
91	38	0.4%
90	52	0.6%
89	62	0.7%

Wind speed (m/s)
Real number (ℝ)

Distinct	65
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7249087

Minimum	0
Maximum	7.4
Zeros	74
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	0.9
median	1.5
Q3	2.3
95-th percentile	3.7
Maximum	7.4
Range	7.4
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.0363
Coefficient of variation (CV)	0.60078543
Kurtosis	0.72717945
Mean	1.7249087
Median Absolute Deviation (MAD)	0.7
Skewness	0.8909548
Sum	15110.2
Variance	1.0739177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1	420	4.8%
1.2	403	4.6%
1	388	4.4%
0.9	388	4.4%
0.8	385	4.4%
1.4	355	4.1%
1.3	344	3.9%
1.5	343	3.9%
1.6	332	3.8%
0.6	321	3.7%
Other values (55)	5081	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74	0.8%
0.1	49	0.6%
0.2	86	1.0%
0.3	158	1.8%
0.4	186	2.1%
0.5	258	2.9%
0.6	321	3.7%
0.7	313	3.6%
0.8	385	4.4%
0.9	388	4.4%

Value	Count	Frequency (%)
7.4	1	< 0.1%
7.3	1	< 0.1%
7.2	1	< 0.1%
6.9	1	< 0.1%
6.7	1	< 0.1%
6.1	1	< 0.1%
6	2	< 0.1%
5.8	4	< 0.1%
5.7	1	< 0.1%
5.6	2	< 0.1%

Visibility (10m)
Real number (ℝ)

Distinct	1789
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1436.8258

Minimum	27
Maximum	2000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	27
5-th percentile	300
Q1	940
median	1698
Q3	2000
95-th percentile	2000
Maximum	2000
Range	1973
Interquartile range (IQR)	1060

Descriptive statistics

Standard deviation	608.29871
Coefficient of variation (CV)	0.42336288
Kurtosis	-0.96198013
Mean	1436.8258
Median Absolute Deviation (MAD)	302
Skewness	-0.70178645
Sum	12586594
Variance	370027.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	2245	25.6%
1995	34	0.4%
1985	28	0.3%
1999	28	0.3%
1989	28	0.3%
1996	27	0.3%
1992	26	0.3%
1998	25	0.3%
1981	23	0.3%
1987	23	0.3%
Other values (1779)	6273	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
38	1	< 0.1%
53	1	< 0.1%
54	1	< 0.1%
59	1	< 0.1%
63	1	< 0.1%
66	2	< 0.1%
70	1	< 0.1%

Value	Count	Frequency (%)
2000	2245	25.6%
1999	28	0.3%
1998	25	0.3%
1997	22	0.3%
1996	27	0.3%
1995	34	0.4%
1994	18	0.2%
1993	13	0.1%
1992	26	0.3%
1991	14	0.2%

Dew point temperature(�C)
Real number (ℝ)

Distinct	556
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0738128

Minimum	-30.6
Maximum	27.2
Zeros	60
Zeros (%)	0.7%
Negative	3138
Negative (%)	35.8%
Memory size	68.6 KiB

Quantile statistics

Minimum	-30.6
5-th percentile	-19.505
Q1	-4.7
median	5.1
Q3	14.8
95-th percentile	22.405
Maximum	27.2
Range	57.8
Interquartile range (IQR)	19.5

Descriptive statistics

Standard deviation	13.060369
Coefficient of variation (CV)	3.2059326
Kurtosis	-0.75542951
Mean	4.0738128
Median Absolute Deviation (MAD)	9.7
Skewness	-0.36729844
Sum	35686.6
Variance	170.57325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	0.7%
21.1	43	0.5%
14.3	40	0.5%
21.2	40	0.5%
8.9	39	0.4%
21.8	39	0.4%
2.2	38	0.4%
21.3	38	0.4%
20.2	37	0.4%
21.5	36	0.4%
Other values (546)	8350	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-30.6	1	< 0.1%
-30.5	1	< 0.1%
-29.8	1	< 0.1%
-29.7	1	< 0.1%
-29.6	2	< 0.1%
-29.5	1	< 0.1%
-29.2	1	< 0.1%
-29.1	1	< 0.1%
-29	2	< 0.1%
-28.9	2	< 0.1%

Value	Count	Frequency (%)
27.2	1	< 0.1%
26.8	2	< 0.1%
26.6	1	< 0.1%
26.3	1	< 0.1%
26.1	3	< 0.1%
26	2	< 0.1%
25.9	1	< 0.1%
25.8	2	< 0.1%
25.7	1	< 0.1%
25.6	2	< 0.1%

Solar Radiation (MJ/m2)
Real number (ℝ)

Distinct	345
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56911073

Minimum	0
Maximum	3.52
Zeros	4300
Zeros (%)	49.1%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.93
95-th percentile	2.56
Maximum	3.52
Range	3.52
Interquartile range (IQR)	0.93

Descriptive statistics

Standard deviation	0.86874624
Coefficient of variation (CV)	1.5264977
Kurtosis	1.126433
Mean	0.56911073
Median Absolute Deviation (MAD)	0.01
Skewness	1.5040397
Sum	4985.41
Variance	0.75472003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4300	49.1%
0.01	128	1.5%
0.02	82	0.9%
0.03	69	0.8%
0.06	61	0.7%
0.05	54	0.6%
0.04	47	0.5%
0.11	44	0.5%
0.07	37	0.4%
0.16	36	0.4%
Other values (335)	3902	44.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4300	49.1%
0.01	128	1.5%
0.02	82	0.9%
0.03	69	0.8%
0.04	47	0.5%
0.05	54	0.6%
0.06	61	0.7%
0.07	37	0.4%
0.08	33	0.4%
0.09	32	0.4%

Value	Count	Frequency (%)
3.52	2	< 0.1%
3.49	1	< 0.1%
3.45	1	< 0.1%
3.44	1	< 0.1%
3.42	4	< 0.1%
3.41	2	< 0.1%
3.39	3	< 0.1%
3.38	1	< 0.1%
3.36	4	< 0.1%
3.35	1	< 0.1%

Rainfall(mm)
Real number (ℝ)

Distinct	61
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14868721

Minimum	0
Maximum	35
Zeros	8232
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.4
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.128193
Coefficient of variation (CV)	7.5876932
Kurtosis	284.9911
Mean	0.14868721
Median Absolute Deviation (MAD)	0
Skewness	14.533232
Sum	1302.5
Variance	1.2728194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8232	94.0%
0.5	116	1.3%
1	66	0.8%
1.5	56	0.6%
0.1	46	0.5%
2	31	0.4%
2.5	23	0.3%
0.2	20	0.2%
3.5	18	0.2%
0.4	16	0.2%
Other values (51)	136	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8232	94.0%
0.1	46	0.5%
0.2	20	0.2%
0.3	9	0.1%
0.4	16	0.2%
0.5	116	1.3%
0.7	1	< 0.1%
0.8	3	< 0.1%
0.9	3	< 0.1%
1	66	0.8%

Value	Count	Frequency (%)
35	1	< 0.1%
29.5	1	< 0.1%
24	1	< 0.1%
21.5	1	< 0.1%
21	1	< 0.1%
19	1	< 0.1%
18.5	2	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
16	1	< 0.1%

Snowfall (cm)
Real number (ℝ)

Distinct	51
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.075068493

Minimum	0
Maximum	8.8
Zeros	8317
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2
Maximum	8.8
Range	8.8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.43674618
Coefficient of variation (CV)	5.8179692
Kurtosis	93.803324
Mean	0.075068493
Median Absolute Deviation (MAD)	0
Skewness	8.4408008
Sum	657.6
Variance	0.19074723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8317	94.9%
0.3	42	0.5%
1	39	0.4%
0.9	34	0.4%
0.5	34	0.4%
0.7	31	0.4%
0.8	22	0.3%
2	22	0.3%
0.4	21	0.2%
1.6	19	0.2%
Other values (41)	179	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8317	94.9%
0.1	2	< 0.1%
0.2	15	0.2%
0.3	42	0.5%
0.4	21	0.2%
0.5	34	0.4%
0.6	15	0.2%
0.7	31	0.4%
0.8	22	0.3%
0.9	34	0.4%

Value	Count	Frequency (%)
8.8	2	< 0.1%
7.1	1	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
5.1	1	< 0.1%
5	2	< 0.1%
4.8	2	< 0.1%
4.3	2	< 0.1%
4.2	1	< 0.1%
4.1	4	< 0.1%

Seasons
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	539.1 KiB

Spring	2208
Summer	2208
Autumn	2184
Winter	2160

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	52560
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Winter
2nd row	Winter
3rd row	Winter
4th row	Winter
5th row	Winter

Common Values

Value	Count	Frequency (%)
Spring	2208	25.2%
Summer	2208	25.2%
Autumn	2184	24.9%
Winter	2160	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
spring	2208	25.2%
summer	2208	25.2%
autumn	2184	24.9%
winter	2160	24.7%

Most occurring characters

Value	Count	Frequency (%)
m	6600	12.6%
r	6576	12.5%
u	6576	12.5%
n	6552	12.5%
S	4416	8.4%
i	4368	8.3%
e	4368	8.3%
t	4344	8.3%
p	2208	4.2%
g	2208	4.2%
Other values (2)	4344	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	43800	83.3%
Uppercase Letter	8760	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	6600	15.1%
r	6576	15.0%
u	6576	15.0%
n	6552	15.0%
i	4368	10.0%
e	4368	10.0%
t	4344	9.9%
p	2208	5.0%
g	2208	5.0%

Uppercase Letter

Value	Count	Frequency (%)
S	4416	50.4%
A	2184	24.9%
W	2160	24.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	52560	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	6600	12.6%
r	6576	12.5%
u	6576	12.5%
n	6552	12.5%
S	4416	8.4%
i	4368	8.3%
e	4368	8.3%
t	4344	8.3%
p	2208	4.2%
g	2208	4.2%
Other values (2)	4344	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52560	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	6600	12.6%
r	6576	12.5%
u	6576	12.5%
n	6552	12.5%
S	4416	8.4%
i	4368	8.3%
e	4368	8.3%
t	4344	8.3%
p	2208	4.2%
g	2208	4.2%
Other values (2)	4344	8.3%

Holiday
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	572.0 KiB

No Holiday	8328
Holiday	432

Length

Max length	10
Median length	10
Mean length	9.8520548
Min length	7

Characters and Unicode

Total characters	86304
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Holiday
2nd row	No Holiday
3rd row	No Holiday
4th row	No Holiday
5th row	No Holiday

Common Values

Value	Count	Frequency (%)
No Holiday	8328	95.1%
Holiday	432	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
holiday	8760	51.3%
no	8328	48.7%

Most occurring characters

Value	Count	Frequency (%)
o	17088	19.8%
H	8760	10.2%
l	8760	10.2%
i	8760	10.2%
d	8760	10.2%
a	8760	10.2%
y	8760	10.2%
N	8328	9.6%
	8328	9.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	60888	70.6%
Uppercase Letter	17088	19.8%
Space Separator	8328	9.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	17088	28.1%
l	8760	14.4%
i	8760	14.4%
d	8760	14.4%
a	8760	14.4%
y	8760	14.4%

Uppercase Letter

Value	Count	Frequency (%)
H	8760	51.3%
N	8328	48.7%

Space Separator

Value	Count	Frequency (%)
	8328	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77976	90.4%
Common	8328	9.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	17088	21.9%
H	8760	11.2%
l	8760	11.2%
i	8760	11.2%
d	8760	11.2%
a	8760	11.2%
y	8760	11.2%
N	8328	10.7%

Common

Value	Count	Frequency (%)
	8328	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	86304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	17088	19.8%
H	8760	10.2%
l	8760	10.2%
i	8760	10.2%
d	8760	10.2%
a	8760	10.2%
y	8760	10.2%
N	8328	9.6%
	8328	9.6%

Functioning Day
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

True	8465
False	295

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	8465	96.6%
False	295	3.4%

Auto

Heatmap
Table

	Rented Bike Count	Hour	Temperature(�C)	Humidity(%)	Wind speed (m/s)	Visibility (10m)	Dew point temperature(�C)	Solar Radiation (MJ/m2)	Rainfall(mm)	Snowfall (cm)	Seasons	Holiday	Functioning Day
Rented Bike Count	1.000	0.389	0.565	-0.221	0.148	0.176	0.374	0.382	-0.282	-0.221	0.313	0.099	0.219
Hour	0.389	1.000	0.121	-0.251	0.307	0.094	0.003	0.209	-0.026	-0.032	0.000	0.000	0.000
Temperature(�C)	0.565	0.121	1.000	0.154	0.011	0.046	0.912	0.328	0.072	-0.307	0.642	0.146	0.195
Humidity(%)	-0.221	-0.251	0.154	1.000	-0.355	-0.483	0.521	-0.438	0.368	0.050	0.184	0.079	0.068
Wind speed (m/s)	0.148	0.307	0.011	-0.355	1.000	0.154	-0.128	0.363	-0.052	0.029	0.110	0.047	0.000
Visibility (10m)	0.176	0.094	0.046	-0.483	0.154	1.000	-0.129	0.049	-0.232	-0.074	0.136	0.076	0.033
Dew point temperature(�C)	0.374	0.003	0.912	0.521	-0.128	-0.129	1.000	0.094	0.213	-0.249	0.618	0.118	0.232
Solar Radiation (MJ/m2)	0.382	0.209	0.328	-0.438	0.363	0.049	0.094	1.000	-0.091	-0.077	0.133	0.000	0.020
Rainfall(mm)	-0.282	-0.026	0.072	0.368	-0.052	-0.232	0.213	-0.091	1.000	0.002	0.026	0.000	0.000
Snowfall (cm)	-0.221	-0.032	-0.307	0.050	0.029	-0.074	-0.249	-0.077	0.002	1.000	0.151	0.022	0.007
Seasons	0.313	0.000	0.642	0.184	0.110	0.136	0.618	0.133	0.026	0.151	1.000	0.117	0.258
Holiday	0.099	0.000	0.146	0.079	0.047	0.076	0.118	0.000	0.000	0.022	0.117	1.000	0.024
Functioning Day	0.219	0.000	0.195	0.068	0.000	0.033	0.232	0.020	0.000	0.007	0.258	0.024	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Date	Rented Bike Count	Hour	Temperature(�C)	Humidity(%)	Wind speed (m/s)	Visibility (10m)	Dew point temperature(�C)	Solar Radiation (MJ/m2)	Seasons	Holiday	Functioning Day
0	01/12/2017	254	0	-5.2	37	2.2	2000	-17.6	0.00	Winter	No Holiday	Yes
1	01/12/2017	204	1	-5.5	38	0.8	2000	-17.6	0.00	Winter	No Holiday	Yes
2	01/12/2017	173	2	-6.0	39	1.0	2000	-17.7	0.00	Winter	No Holiday	Yes
3	01/12/2017	107	3	-6.2	40	0.9	2000	-17.6	0.00	Winter	No Holiday	Yes
4	01/12/2017	78	4	-6.0	36	2.3	2000	-18.6	0.00	Winter	No Holiday	Yes
5	01/12/2017	100	5	-6.4	37	1.5	2000	-18.7	0.00	Winter	No Holiday	Yes
6	01/12/2017	181	6	-6.6	35	1.3	2000	-19.5	0.00	Winter	No Holiday	Yes
7	01/12/2017	460	7	-7.4	38	0.9	2000	-19.3	0.00	Winter	No Holiday	Yes
8	01/12/2017	930	8	-7.6	37	1.1	2000	-19.8	0.01	Winter	No Holiday	Yes
9	01/12/2017	490	9	-6.5	27	0.5	1928	-22.4	0.23	Winter	No Holiday	Yes

	Date	Rented Bike Count	Hour	Temperature(�C)	Humidity(%)	Wind speed (m/s)	Visibility (10m)	Dew point temperature(�C)	Solar Radiation (MJ/m2)	Seasons	Holiday	Functioning Day
8750	30/11/2018	761	14	7.8	20	2.2	2000	-13.8	1.67	Autumn	No Holiday	Yes
8751	30/11/2018	768	15	7.0	20	3.3	1994	-14.4	1.21	Autumn	No Holiday	Yes
8752	30/11/2018	837	16	7.2	23	1.5	1945	-12.6	0.72	Autumn	No Holiday	Yes
8753	30/11/2018	1047	17	6.0	29	2.1	1877	-10.7	0.23	Autumn	No Holiday	Yes
8754	30/11/2018	1384	18	4.7	34	1.9	1661	-9.8	0.00	Autumn	No Holiday	Yes
8755	30/11/2018	1003	19	4.2	34	2.6	1894	-10.3	0.00	Autumn	No Holiday	Yes
8756	30/11/2018	764	20	3.4	37	2.3	2000	-9.9	0.00	Autumn	No Holiday	Yes
8757	30/11/2018	694	21	2.6	39	0.3	1968	-9.9	0.00	Autumn	No Holiday	Yes
8758	30/11/2018	712	22	2.1	41	1.0	1859	-9.8	0.00	Autumn	No Holiday	Yes
8759	30/11/2018	584	23	1.9	43	1.3	1909	-9.3	0.00	Autumn	No Holiday	Yes

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample